The integration of neural nets and genetic algorithms is a fruitful area of research, and there are already many new and exciting ways to merge the technologies.  If you own one of Ward Systems Group's neural network programs (e.g., NeuroShell Predictor, NeuroShell Classifier, or NeuroShell 2), then the integration of the technologies can be fairly easy.

Using Neural Networks as Fitness Functions